Evidence map›Paper›PMID 40048155›Full record

ArticleJMIR mHealth and uHealth2025

An Actor-Partner Interdependence Mediation Model for Assessing the Association Between Health Literacy and mHealth Use Intention in Dyads of Patients With Chronic Heart Failure and Their Caregivers: Cross-Sectional Study.

Xiaorong Jin, Yimei Zhang, Min Zhou, Qian Mei, Yangjuan Bai, Qiulan Hu, Wei Wei, Xiong Zhang, Fang Ma

Abstract read
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Article in JMIR mHealth and uHealth, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

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0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Xiaorong JinDepartment of General Surgery I, The People's Hospital of ChuXiong Yi Autonomous Prefecture, ChuXiong, Yunnan Province, China.ORCID 0009-0000-0448-5269
Yimei ZhangDepartment of Nursing, The First Affiliated Hospital of Kunming Medical University, 295 Xichang Road, Kunming City, Yunnan Province, 650032, China, 86 65324888.ORCID 0009-0002-0553-6579
Min ZhouDepartment of Nursing, The First Affiliated Hospital of Kunming Medical University, 295 Xichang Road, Kunming City, Yunnan Province, 650032, China, 86 65324888.ORCID 0009-0005-4274-4344
Qian MeiCoronary Heart Disease Center, Fuwai Yunnan Cardiovascular Hospital, Kunming City, Yunnan Province, China.ORCID 0009-0009-6224-0345
Yangjuan BaiCardiology Department, The First Affiliated Hospital of Kunming Medical University, Kunming City, Yunnan Province, China.ORCID 0000-0002-3949-1869
Qiulan HuDepartment of Geriatric Intensive Medicine, The First Affiliated Hospital of Kunming Medical University, Kunming City, Yunnan Province, China.ORCID 0000-0001-5663-6188
Wei WeiDigestive Surgery Department, The First Affiliated Hospital of Kunming Medical University, Kunming City, Yunnan Province, China.ORCID 0000-0003-4013-8349
Xiong ZhangDepartment of Nursing, The First Affiliated Hospital of Kunming Medical University, 295 Xichang Road, Kunming City, Yunnan Province, 650032, China, 86 65324888.ORCID 0000-0001-5173-6470
Fang MaDepartment of Nursing, The First Affiliated Hospital of Kunming Medical University, 295 Xichang Road, Kunming City, Yunnan Province, 650032, China, 86 65324888.ORCID 0000-0002-0784-6346

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Chronic heart failure (CHF) has become a serious threat to the health of the global population. Self-management is the key to treating CHF, and the emergence of mobile health (mHealth) has provided new ideas for the self-management of CHF. Despite the many potential benefits of mHealth, public utilization of mHealth apps is low, and poor health literacy (HL) is a key barrier to mHealth use. However, the mechanism of the influence is unclear. Objective: The aim of this study is to explore the dyadic associations between HL and mHealth usage intentions in dyads of patients with CHF and their caregivers, and the mediating role of mHealth perceived usefulness and perceived ease of use in these associations. Methods: This study had a cross-sectional research design, with a sample of 312 dyads of patients with CHF who had been hospitalized in the cardiology departments of 2 tertiary care hospitals in China from March to October 2023 and their caregivers. A general information questionnaire, the Chinese version of the Heart Failure-Specific Health Literacy Scale, and the mHealth Intention to Use Scale were used to conduct the survey; the data were analyzed using the actor-partner interdependence mediation model. Results: The results of the actor-partner interdependent mediation analysis of HL, perceived usefulness of mHealth, and mHealth use intention among patients with CHF and their caregivers showed that all of the model's actor effects were valid (β=.26-0.45; P<.001), the partner effects were partially valid (β=.08-0.20; P<.05), and the mediation effects were valid (β=.002-0.242, 95% CI 0.003-0.321; P<.05). Actor-partner interdependent mediation analyses of HL, perceived ease of use of mHealth, and mHealth use intention among patients with CHF and caregivers showed that the model's actor effect partially held (β=.17-0.71; P<.01), the partner effect partially held (β=.15; P<.01), and the mediation effect partially held (β=.355-0.584, 95% CI 0.234-0.764; P<.001). Conclusions: Our study proposes that the HL of patients with CHF and their caregivers positively contributes to their own intention to use mHealth, suggesting that the use of mHealth by patients with CHF can be promoted by improving the HL of patients and caregivers. Our findings also suggest that the perceived usefulness of patients with CHF and caregivers affects patients' mHealth use intention, and therefore patients with CHF and their caregivers should be involved throughout the mHealth development process to improve the usability of mHealth for both patients and caregivers. This study emphasizes the key role of patients' perception that mHealth is easy to use in facilitating their use of mHealth. Therefore, it is recommended that the development of mHealth should focus on simplifying operational procedures and providing relevant operational training according to the needs of the patients when necessary.

Indexed as

CaregiversHealth LiteracyHeart FailureIntentionAdultAgedChinaChronic DiseaseCross-Sectional StudiesFemaleHumansMaleMediation AnalysisMiddle AgedPsychometricsSurveys and Questionnairesactor-partner interdependence mediation modelcaregiverschronic heart failurehealth literacymHealthmobile health

Identifiers

PMID40048155
PMCPMC11905925

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.